icing prediction on blade wind turbine using forecast …...#osisoftuc #piworld ©2018 osisoft, llc...

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#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC #OSIsoftUC #PIWorld ©2018 OSIsoft, LLC Icing prediction on blade wind turbine using forecast data From Antoine Amossé, instrumentation and control Engineer

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Page 1: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Icing prediction on blade wind turbine using forecast data

From Antoine Amossé, instrumentation and control Engineer

Page 2: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Summary

1. Context & Challenge

2. Data integration and algorithm

3. Results

4. Conclusion & Further development

5. Nergica

Page 3: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Cold climate + precipitations

Wind turbine

Icing accretion Context

Page 4: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Context Icing - Risks for H&S

- Fatigue on structure

- Power loss

Page 5: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Context

Coating Electrothermal Hot air Solution!!

Page 6: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Challenge

Forecast Data PI Node/Svr Model/Algorithm Action Notifications

Page 7: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Forecast data

- Forecast models:

HRDPS High Resolution Deterministic Prediction System

PRIVATE

NAM North American Model

PUBLIC access

+3.5 days +2 days

Page 8: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Forecast data

FTP site

6h

Station 1

Station 2

Station 3

Updates ~6h

Page 9: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Integration in PI Server

- Data is imported into PI using Universal File Loader (UFL) interface

Station 1

Station 2

Station 3

PI Server

Page 10: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Building structure in PI AF

Build an AF Structure to facilitate deployment of analysis and algorithms through multiple sites.

PI Server

Page 11: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Visualization in PI

Future Now

Page 12: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Building algorithm

ICING = LOW TEMP. + WATER

Page 13: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Building algorithm

<TEMP

0degC

>PrecipiationRate

0mm/h

Low Temp.

Water

AND Icing

ICING = LOW TEMP. + WATER

Page 14: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Building algorithm

Validation in PI AF

Page 15: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Ice measurement

Page 16: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Ice measurement

Page 17: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Data comparison

Page 18: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Data comparison

Page 19: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Visualization in PI Vision

Page 20: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Alerting customer Choose

user/groups Manage format Edit the trigger

12h

1h

Page 21: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Conclusion • Alerts are sent 12h and 1h before event to users

• Challenges • Data available periodically • Building and optimize algorithm

• PI system allows to • Deployment • Archiving & validation • Review the events

Page 22: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Future work

• Optimization of algorithms

• Analysis of benefits in $$ or operation time

• Microgrid management based on forecast data

• Renewable production (Wind, solar)

• Storage management (battery, flywheel)

• Load estimation

Page 23: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Nergica Centre of Applied research that stimulate

innovation in the renewable energy

Page 24: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Wind Energy Conference

Carleton-sur-Mer, QC, CANADA

Page 25: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Optional: Click to add a takeaway you wish the audience to leave with.

Thank You

Merci

Grazie

Page 26: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Conference Theme & Keywords

Icing Forecast

AF structure PI Analytics

Matlab

PI_UFL

Prediction

NAM HRDPS

Cold climate

Québec

Canada

Wind Energy

Solar Energy

Notification

Blade

Wind Turbine

In-site measurement

Icing sensors

Camera system Weather

Nergica

Nergica Nergica

Solar energy

Image Analysis Precipitation

Snow

Freezing rain

Ice pellets

Page 27: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

RESULTS CHALLENGE SOLUTION

COMPANY and GOAL

27 #OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Icing prediction for blade wind turbine using forecast data

Nergica éolien is a center of expertise that supports the development of the wind industry through research, technology transfer and technical assistance for businesses

Deicing systems installed on wind turbine blades need to be activated prior the meteorological event, in order to prevent icing accretion.

Algorithm based on forecast data are built to detect the beginning of the icing event.

Activating heating system in wind turbine keep the blade hot and avoid ice accretion, up to a given rate

Algorithms are compared with in-site instrumentations

Benefits have not been measure yet

• Integration of forecast data

• Building algorithm to detect meteorological icing

• Send notification prior the event

Page 28: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

• Antoine Amossé

[email protected]

• Instrumentation and Control Analyst

Page 29: Icing prediction on blade wind turbine using forecast …...#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC CHALLENGE SOLUTION RESULTS COMPANY and GOAL 27 Icing prediction for blade wind turbine

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

#OSIsoftUC #PIWorld ©2018 OSIsoft, LLC

Questions

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